{
	"model_id": "assemblyai/universal-3-pro",
	"provider_id": "assemblyai",
	"name": "AssemblyAI Universal-3 Pro",
	"description": "AssemblyAI's Universal 3 Pro speech recognition model for high-accuracy transcription.",
	"task": "Automatic Speech Recognition",
	"tags": [
		"Speech-to-Text",
		"Transcription",
		"Multilingual"
	],
	"context_length": null,
	"max_output_tokens": null,
	"schema_version": "1.0.0",
	"pricing": {
		"Per audio minute": 0.0035
	},
	"examples": [
		{
			"name": "Basic Transcription",
			"description": "Transcribe an audio file with default settings",
			"input": {
				"audio_url": "https://cdn.openai.com/API/docs/audio/alloy.wav"
			},
			"output": {
				"text": "The sun rises in the east and sets in the west. This simple fact has been observed by humans for thousands of years."
			},
			"raw_response": {
				"gatewayMetadata": {
					"keySource": "Unified"
				},
				"result": {
					"confidence": 0.99276465,
					"language_code": "en",
					"language_confidence": 0.9998,
					"text": "The sun rises in the east and sets in the west. This simple fact has been observed by humans for thousands of years.",
					"utterances": null,
					"words": [
						{
							"confidence": 0.9713957,
							"end": 129,
							"speaker": null,
							"start": 32,
							"text": "The"
						},
						{
							"confidence": 0.97053415,
							"end": 404,
							"speaker": null,
							"start": 129,
							"text": "sun"
						},
						{
							"confidence": 0.9998932,
							"end": 809,
							"speaker": null,
							"start": 420,
							"text": "rises"
						},
						{
							"confidence": 0.999092,
							"end": 922,
							"speaker": null,
							"start": 841,
							"text": "in"
						},
						{
							"confidence": 0.9997658,
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							"speaker": null,
							"start": 922,
							"text": "the"
						},
						{
							"confidence": 0.9684294,
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							"speaker": null,
							"start": 1149,
							"text": "east"
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						{
							"confidence": 0.9894344,
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							"speaker": null,
							"start": 1570,
							"text": "and"
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						{
							"confidence": 0.9999058,
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							"speaker": null,
							"start": 1715,
							"text": "sets"
						},
						{
							"confidence": 0.9997663,
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							"speaker": null,
							"start": 2055,
							"text": "in"
						},
						{
							"confidence": 0.9999552,
							"end": 2217,
							"speaker": null,
							"start": 2120,
							"text": "the"
						},
						{
							"confidence": 0.9913442,
							"end": 2638,
							"speaker": null,
							"start": 2217,
							"text": "west."
						},
						{
							"confidence": 0.9974367,
							"end": 3221,
							"speaker": null,
							"start": 3107,
							"text": "This"
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						{
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							"end": 3560,
							"speaker": null,
							"start": 3269,
							"text": "simple"
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						{
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							"end": 3997,
							"speaker": null,
							"start": 3593,
							"text": "fact"
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						{
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							"speaker": null,
							"start": 3997,
							"text": "has"
						},
						{
							"confidence": 0.9995851,
							"end": 4289,
							"speaker": null,
							"start": 4224,
							"text": "been"
						},
						{
							"confidence": 0.9984724,
							"end": 4807,
							"speaker": null,
							"start": 4337,
							"text": "observed"
						},
						{
							"confidence": 0.9997143,
							"end": 4952,
							"speaker": null,
							"start": 4807,
							"text": "by"
						},
						{
							"confidence": 0.9997894,
							"end": 5422,
							"speaker": null,
							"start": 4969,
							"text": "humans"
						},
						{
							"confidence": 0.99947494,
							"end": 5519,
							"speaker": null,
							"start": 5422,
							"text": "for"
						},
						{
							"confidence": 0.99950385,
							"end": 6118,
							"speaker": null,
							"start": 5616,
							"text": "thousands"
						},
						{
							"confidence": 0.9995235,
							"end": 6231,
							"speaker": null,
							"start": 6118,
							"text": "of"
						},
						{
							"confidence": 0.9519594,
							"end": 6636,
							"speaker": null,
							"start": 6328,
							"text": "years."
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					]
				},
				"state": "Completed"
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'assemblyai/universal-3-pro',\n  { audio_url: 'https://cdn.openai.com/API/docs/audio/alloy.wav' },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"assemblyai/universal-3-pro\",\n  \"input\": {\n    \"audio_url\": \"https://cdn.openai.com/API/docs/audio/alloy.wav\"\n  }\n}'"
				}
			]
		},
		{
			"name": "With Language Code",
			"description": "Transcribe with an explicit language code",
			"input": {
				"audio_url": "https://cdn.openai.com/API/docs/audio/echo.wav",
				"language_code": "en"
			},
			"output": {
				"text": "In the heart of the city, there is a large park where people go to relax and enjoy nature. The park has a beautiful pond with ducks and swans."
			},
			"raw_response": {
				"gatewayMetadata": {
					"keySource": "Unified"
				},
				"result": {
					"confidence": 0.9927905,
					"language_code": "en_us",
					"language_confidence": null,
					"text": "In the heart of the city, there is a large park where people go to relax and enjoy nature. The park has a beautiful pond with ducks and swans.",
					"utterances": null,
					"words": [
						{
							"confidence": 0.88134426,
							"end": 80,
							"speaker": null,
							"start": 32,
							"text": "In"
						},
						{
							"confidence": 0.9984907,
							"end": 241,
							"speaker": null,
							"start": 177,
							"text": "the"
						},
						{
							"confidence": 0.99956447,
							"end": 500,
							"speaker": null,
							"start": 258,
							"text": "heart"
						},
						{
							"confidence": 0.9995684,
							"end": 548,
							"speaker": null,
							"start": 500,
							"text": "of"
						},
						{
							"confidence": 0.99977916,
							"end": 677,
							"speaker": null,
							"start": 596,
							"text": "the"
						},
						{
							"confidence": 0.9956655,
							"end": 967,
							"speaker": null,
							"start": 677,
							"text": "city,"
						},
						{
							"confidence": 0.9987048,
							"end": 1435,
							"speaker": null,
							"start": 1322,
							"text": "there"
						},
						{
							"confidence": 0.99971443,
							"end": 1516,
							"speaker": null,
							"start": 1467,
							"text": "is"
						},
						{
							"confidence": 0.99948585,
							"end": 1596,
							"speaker": null,
							"start": 1564,
							"text": "a"
						},
						{
							"confidence": 0.9987669,
							"end": 2016,
							"speaker": null,
							"start": 1709,
							"text": "large"
						},
						{
							"confidence": 0.9981509,
							"end": 2467,
							"speaker": null,
							"start": 2129,
							"text": "park"
						},
						{
							"confidence": 0.9559358,
							"end": 2838,
							"speaker": null,
							"start": 2693,
							"text": "where"
						},
						{
							"confidence": 0.99979085,
							"end": 3145,
							"speaker": null,
							"start": 2854,
							"text": "people"
						},
						{
							"confidence": 0.9993555,
							"end": 3338,
							"speaker": null,
							"start": 3177,
							"text": "go"
						},
						{
							"confidence": 0.9998317,
							"end": 3467,
							"speaker": null,
							"start": 3338,
							"text": "to"
						},
						{
							"confidence": 0.99991953,
							"end": 4064,
							"speaker": null,
							"start": 3500,
							"text": "relax"
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						{
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							"text": "and"
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						{
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							"text": "enjoy"
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							"end": 4887,
							"speaker": null,
							"start": 4484,
							"text": "nature."
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							"start": 6064,
							"text": "has"
						},
						{
							"confidence": 0.9992211,
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							"speaker": null,
							"start": 6177,
							"text": "a"
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						{
							"confidence": 0.99989605,
							"end": 6774,
							"speaker": null,
							"start": 6322,
							"text": "beautiful"
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						{
							"confidence": 0.9998628,
							"end": 7193,
							"speaker": null,
							"start": 6790,
							"text": "pond"
						},
						{
							"confidence": 0.99960047,
							"end": 7355,
							"speaker": null,
							"start": 7193,
							"text": "with"
						},
						{
							"confidence": 0.99963534,
							"end": 7806,
							"speaker": null,
							"start": 7371,
							"text": "ducks"
						},
						{
							"confidence": 0.99866796,
							"end": 7919,
							"speaker": null,
							"start": 7855,
							"text": "and"
						},
						{
							"confidence": 0.9833702,
							"end": 8629,
							"speaker": null,
							"start": 7935,
							"text": "swans."
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				"state": "Completed"
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'assemblyai/universal-3-pro',\n  { audio_url: 'https://cdn.openai.com/API/docs/audio/echo.wav', language_code: 'en' },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"assemblyai/universal-3-pro\",\n  \"input\": {\n    \"audio_url\": \"https://cdn.openai.com/API/docs/audio/echo.wav\",\n    \"language_code\": \"en\"\n  }\n}'"
				}
			]
		},
		{
			"name": "With Key Terms",
			"description": "Improve accuracy for domain-specific vocabulary",
			"input": {
				"audio_url": "https://cdn.openai.com/API/docs/audio/nova.wav",
				"keyterms_prompt": [
					"Kubernetes",
					"microservices",
					"containerization",
					"load balancer"
				]
			},
			"output": {
				"text": "In the kitchen, the aroma of freshly baked bread filled the air. The loaves were golden brown and crusty on the outside and soft and warm on the inside."
			},
			"raw_response": {
				"gatewayMetadata": {
					"keySource": "Unified"
				},
				"result": {
					"confidence": 0.9901139,
					"language_code": "en",
					"language_confidence": 0.9969,
					"text": "In the kitchen, the aroma of freshly baked bread filled the air. The loaves were golden brown and crusty on the outside and soft and warm on the inside.",
					"utterances": null,
					"words": [
						{
							"confidence": 0.9785539,
							"end": 80,
							"speaker": null,
							"start": 32,
							"text": "In"
						},
						{
							"confidence": 0.99962807,
							"end": 242,
							"speaker": null,
							"start": 177,
							"text": "the"
						},
						{
							"confidence": 0.99617165,
							"end": 565,
							"speaker": null,
							"start": 258,
							"text": "kitchen,"
						},
						{
							"confidence": 0.9991928,
							"end": 839,
							"speaker": null,
							"start": 743,
							"text": "the"
						},
						{
							"confidence": 0.99992657,
							"end": 1292,
							"speaker": null,
							"start": 839,
							"text": "aroma"
						},
						{
							"confidence": 0.99955577,
							"end": 1405,
							"speaker": null,
							"start": 1308,
							"text": "of"
						},
						{
							"confidence": 0.9996594,
							"end": 1889,
							"speaker": null,
							"start": 1405,
							"text": "freshly"
						},
						{
							"confidence": 0.99850214,
							"end": 2261,
							"speaker": null,
							"start": 1970,
							"text": "baked"
						},
						{
							"confidence": 0.9999217,
							"end": 2584,
							"speaker": null,
							"start": 2293,
							"text": "bread"
						},
						{
							"confidence": 0.9999,
							"end": 2859,
							"speaker": null,
							"start": 2600,
							"text": "filled"
						},
						{
							"confidence": 0.99993885,
							"end": 3004,
							"speaker": null,
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							"confidence": 0.9961201,
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							"speaker": null,
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							"text": "air."
						},
						{
							"confidence": 0.99501073,
							"end": 4119,
							"speaker": null,
							"start": 4054,
							"text": "The"
						},
						{
							"confidence": 0.9997483,
							"end": 4522,
							"speaker": null,
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							"text": "loaves"
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							"start": 4619,
							"text": "were"
						},
						{
							"confidence": 0.99248224,
							"end": 5249,
							"speaker": null,
							"start": 4878,
							"text": "golden"
						},
						{
							"confidence": 0.9700398,
							"end": 5718,
							"speaker": null,
							"start": 5362,
							"text": "brown"
						},
						{
							"confidence": 0.9419883,
							"end": 5992,
							"speaker": null,
							"start": 5928,
							"text": "and"
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						{
							"confidence": 0.9994146,
							"end": 6541,
							"speaker": null,
							"start": 6089,
							"text": "crusty"
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							"start": 6574,
							"text": "on"
						},
						{
							"confidence": 0.9999218,
							"end": 6784,
							"speaker": null,
							"start": 6719,
							"text": "the"
						},
						{
							"confidence": 0.9993179,
							"end": 7365,
							"speaker": null,
							"start": 6881,
							"text": "outside"
						},
						{
							"confidence": 0.8661144,
							"end": 7462,
							"speaker": null,
							"start": 7365,
							"text": "and"
						},
						{
							"confidence": 0.9996922,
							"end": 7882,
							"speaker": null,
							"start": 7462,
							"text": "soft"
						},
						{
							"confidence": 0.9998481,
							"end": 7995,
							"speaker": null,
							"start": 7882,
							"text": "and"
						},
						{
							"confidence": 0.99996424,
							"end": 8270,
							"speaker": null,
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							"text": "warm"
						},
						{
							"confidence": 0.9998791,
							"end": 8399,
							"speaker": null,
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							"text": "on"
						},
						{
							"confidence": 0.99982506,
							"end": 8512,
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							"start": 8415,
							"text": "the"
						},
						{
							"confidence": 0.9834439,
							"end": 8964,
							"speaker": null,
							"start": 8512,
							"text": "inside."
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					]
				},
				"state": "Completed"
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'assemblyai/universal-3-pro',\n  {\n    audio_url: 'https://cdn.openai.com/API/docs/audio/nova.wav',\n    keyterms_prompt: ['Kubernetes', 'microservices', 'containerization', 'load balancer'],\n  },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"assemblyai/universal-3-pro\",\n  \"input\": {\n    \"audio_url\": \"https://cdn.openai.com/API/docs/audio/nova.wav\",\n    \"keyterms_prompt\": [\n      \"Kubernetes\",\n      \"microservices\",\n      \"containerization\",\n      \"load balancer\"\n    ]\n  }\n}'"
				}
			]
		},
		{
			"name": "Speaker Diarization",
			"description": "Identify different speakers in the audio",
			"input": {
				"audio_url": "https://cdn.openai.com/API/docs/audio/onyx.wav",
				"speaker_labels": true
			},
			"output": {
				"text": "The train chugged along the tracks, carrying passengers to their destinations. The rhythmic sound of the wheels on the rails was soothing."
			},
			"raw_response": {
				"gatewayMetadata": {
					"keySource": "Unified"
				},
				"result": {
					"confidence": 0.99781793,
					"language_code": "en",
					"language_confidence": 0.9906,
					"text": "The train chugged along the tracks, carrying passengers to their destinations. The rhythmic sound of the wheels on the rails was soothing.",
					"utterances": [
						{
							"confidence": 0.99781793,
							"end": 7719,
							"speaker": "A",
							"start": 32,
							"text": "The train chugged along the tracks, carrying passengers to their destinations. The rhythmic sound of the wheels on the rails was soothing."
						}
					],
					"words": [
						{
							"confidence": 0.9742124,
							"end": 113,
							"speaker": "A",
							"start": 32,
							"text": "The"
						},
						{
							"confidence": 0.99997795,
							"end": 403,
							"speaker": "A",
							"start": 177,
							"text": "train"
						},
						{
							"confidence": 0.99713653,
							"end": 904,
							"speaker": "A",
							"start": 516,
							"text": "chugged"
						},
						{
							"confidence": 0.9999881,
							"end": 1130,
							"speaker": "A",
							"start": 904,
							"text": "along"
						},
						{
							"confidence": 0.9999676,
							"end": 1308,
							"speaker": "A",
							"start": 1227,
							"text": "the"
						},
						{
							"confidence": 0.9995983,
							"end": 1808,
							"speaker": "A",
							"start": 1308,
							"text": "tracks,"
						},
						{
							"confidence": 0.9998933,
							"end": 2341,
							"speaker": "A",
							"start": 2131,
							"text": "carrying"
						},
						{
							"confidence": 0.999992,
							"end": 3068,
							"speaker": "A",
							"start": 2454,
							"text": "passengers"
						},
						{
							"confidence": 0.99999034,
							"end": 3229,
							"speaker": "A",
							"start": 3100,
							"text": "to"
						},
						{
							"confidence": 0.9999908,
							"end": 3423,
							"speaker": "A",
							"start": 3262,
							"text": "their"
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							"confidence": 0.9992286,
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							"speaker": "A",
							"start": 3423,
							"text": "destinations."
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							"end": 5119,
							"speaker": "A",
							"start": 5038,
							"text": "The"
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						{
							"confidence": 0.9999517,
							"end": 5523,
							"speaker": "A",
							"start": 5184,
							"text": "rhythmic"
						},
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							"confidence": 0.99993813,
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							"speaker": "A",
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							"text": "sound"
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							"confidence": 0.99991894,
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							"speaker": "A",
							"start": 5926,
							"text": "of"
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							"speaker": "A",
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							"text": "the"
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							"speaker": "A",
							"start": 6169,
							"text": "wheels"
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						{
							"confidence": 0.99997675,
							"end": 6605,
							"speaker": "A",
							"start": 6556,
							"text": "on"
						},
						{
							"confidence": 0.99999475,
							"end": 6718,
							"speaker": "A",
							"start": 6637,
							"text": "the"
						},
						{
							"confidence": 0.9999932,
							"end": 7105,
							"speaker": "A",
							"start": 6718,
							"text": "rails"
						},
						{
							"confidence": 0.999851,
							"end": 7299,
							"speaker": "A",
							"start": 7138,
							"text": "was"
						},
						{
							"confidence": 0.98378325,
							"end": 7719,
							"speaker": "A",
							"start": 7299,
							"text": "soothing."
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				},
				"state": "Completed"
			},
			"code_snippets": [
				{
					"label": "typescript",
					"language": "typescript",
					"code": "const response = await env.AI.run(\n  'assemblyai/universal-3-pro',\n  { audio_url: 'https://cdn.openai.com/API/docs/audio/onyx.wav', speaker_labels: true },\n)\nconsole.log(response)"
				},
				{
					"label": "curl",
					"language": "bash",
					"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \\\n  --header \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" \\\n  --header \"Content-Type: application/json\" \\\n  --data '{\n  \"model\": \"assemblyai/universal-3-pro\",\n  \"input\": {\n    \"audio_url\": \"https://cdn.openai.com/API/docs/audio/onyx.wav\",\n    \"speaker_labels\": true\n  }\n}'"
				}
			]
		}
	],
	"default_example": null,
	"code_snippets": [],
	"supports_async": false,
	"zdr": true,
	"zdr_comment": null,
	"external_info": "https://www.assemblyai.com/",
	"terms": "https://www.assemblyai.com/legal/terms-of-service",
	"cover_image_url": "https://pub-26f1392c1b674324be6786695bd72257.r2.dev/assemblyai/universal-3-pro.png",
	"metadata": {
		"Multilingual": "Yes"
	},
	"request_formats": null,
	"providers": null,
	"provider_details": [
		{
			"id": "assemblyai",
			"pricing": {
				"input_audio_minutes": 0.0035
			}
		}
	],
	"banner": null,
	"created_at": "2026-05-22 17:52:58",
	"schema": {
		"input": {
			"$schema": "https://json-schema.org/draft/2020-12/schema",
			"type": "object",
			"properties": {
				"audio_url": {
					"description": "The URL of the audio file to transcribe. Can be a publicly accessible URL or a data URI (data:audio/...;base64,...). For data URIs, the audio will be uploaded to AssemblyAI automatically. Required for pre-recorded transcription (when stream is false or not set).",
					"type": "string"
				},
				"websocket": {
					"description": "Enable real-time WebSocket streaming for live audio transcription. When true, a WebSocket connection is established instead of submitting a pre-recorded transcription job. Cannot be used with audio_url.",
					"type": "boolean"
				},
				"language_code": {
					"description": "The language code for the audio file (e.g., \"en\", \"es\", \"fr\"). Defaults to automatic language detection.",
					"type": "string"
				},
				"language_detection": {
					"description": "Enable automatic language detection. When enabled with speech_models, the system will automatically select the best model for the detected language.",
					"type": "boolean"
				},
				"prompt": {
					"description": "A custom prompt to guide transcription style, formatting, and output characteristics. Maximum 1,500 words.",
					"type": "string"
				},
				"keyterms_prompt": {
					"description": "An array of up to 1,000 words or phrases (max 6 words per phrase) to improve transcription accuracy. Cannot be used with the prompt parameter.",
					"type": "array",
					"items": {
						"type": "string"
					}
				},
				"temperature": {
					"description": "Controls randomness in model output (0.0-1.0). Lower values make output more deterministic. Default is 0.0.",
					"type": "number",
					"minimum": 0,
					"maximum": 1
				},
				"speaker_labels": {
					"description": "Enable speaker diarization to identify different speakers in the audio.",
					"type": "boolean"
				},
				"speakers_expected": {
					"description": "Expected number of speakers for speaker diarization.",
					"type": "integer",
					"minimum": 1,
					"maximum": 9007199254740991
				},
				"auto_chapters": {
					"description": "Enable automatic chapter detection.",
					"type": "boolean"
				},
				"entity_detection": {
					"description": "Enable detection of entities like names, organizations, and locations.",
					"type": "boolean"
				},
				"sentiment_analysis": {
					"description": "Enable sentiment analysis for each sentence.",
					"type": "boolean"
				},
				"auto_highlights": {
					"description": "Enable automatic extraction of key phrases and highlights.",
					"type": "boolean"
				},
				"content_safety": {
					"description": "Enable content safety detection for sensitive content.",
					"type": "boolean"
				},
				"iab_categories": {
					"description": "Enable IAB (Interactive Advertising Bureau) content taxonomy classification.",
					"type": "boolean"
				},
				"custom_spelling": {
					"description": "Custom spelling rules to replace specific words or phrases in the transcription output.",
					"type": "array",
					"items": {
						"type": "object",
						"properties": {
							"from": {
								"type": "array",
								"items": {
									"type": "string"
								}
							},
							"to": {
								"type": "string"
							}
						},
						"required": [
							"from",
							"to"
						],
						"additionalProperties": false
					}
				},
				"disfluencies": {
					"description": "Include filler words like \"um\", \"uh\", etc. in the transcript.",
					"type": "boolean"
				},
				"multichannel": {
					"description": "Process each audio channel separately for multi-channel audio files.",
					"type": "boolean"
				},
				"dual_channel": {
					"description": "Process audio as dual-channel (stereo) for better accuracy.",
					"type": "boolean"
				},
				"webhook_url": {
					"description": "URL to receive webhook notifications when transcription is complete.",
					"type": "string",
					"format": "uri"
				},
				"audio_start_from": {
					"description": "Timestamp (in milliseconds) to start transcription from.",
					"type": "integer",
					"minimum": 0,
					"maximum": 9007199254740991
				},
				"audio_end_at": {
					"description": "Timestamp (in milliseconds) to end transcription at.",
					"type": "integer",
					"minimum": 0,
					"maximum": 9007199254740991
				},
				"word_boost": {
					"description": "Array of words to boost recognition accuracy (legacy - use keyterms_prompt instead).",
					"type": "array",
					"items": {
						"type": "string"
					}
				},
				"boost_param": {
					"description": "How much to boost the words in word_boost.",
					"type": "string",
					"enum": [
						"low",
						"default",
						"high"
					]
				},
				"filter_profanity": {
					"description": "Filter profanity from the transcription.",
					"type": "boolean"
				},
				"redact_pii": {
					"description": "Redact personally identifiable information.",
					"type": "boolean"
				},
				"redact_pii_audio": {
					"description": "Generate a redacted audio file with PII removed.",
					"type": "boolean"
				},
				"redact_pii_policies": {
					"description": "Specific PII policies to apply for redaction.",
					"type": "array",
					"items": {
						"type": "string"
					}
				},
				"redact_pii_sub": {
					"description": "Strategy for substituting redacted PII.",
					"type": "string",
					"enum": [
						"entity_name",
						"hash"
					]
				},
				"speech_threshold": {
					"description": "Confidence threshold for speech detection.",
					"type": "number",
					"minimum": 0,
					"maximum": 1
				},
				"domain": {
					"description": "Domain-specific transcription mode. \"medical-v1\" enables medical terminology optimization.",
					"type": "string",
					"enum": [
						"medical-v1"
					]
				}
			},
			"additionalProperties": false
		},
		"output": {
			"$schema": "https://json-schema.org/draft/2020-12/schema",
			"type": "object",
			"properties": {
				"text": {
					"type": "string",
					"description": "The transcribed text."
				},
				"words": {
					"description": "Word-level timestamps and confidence scores.",
					"anyOf": [
						{
							"type": "array",
							"items": {
								"type": "object",
								"properties": {
									"text": {
										"type": "string"
									},
									"start": {
										"type": "number"
									},
									"end": {
										"type": "number"
									},
									"confidence": {
										"type": "number"
									},
									"speaker": {
										"type": [
											"string",
											"null"
										]
									}
								},
								"required": [
									"text",
									"start",
									"end",
									"confidence"
								],
								"additionalProperties": false
							}
						},
						{
							"type": "null"
						}
					]
				},
				"utterances": {
					"description": "Speaker-separated utterances (when speaker_labels is enabled).",
					"anyOf": [
						{
							"type": "array",
							"items": {
								"type": "object",
								"properties": {
									"text": {
										"type": "string"
									},
									"start": {
										"type": "number"
									},
									"end": {
										"type": "number"
									},
									"confidence": {
										"type": "number"
									},
									"speaker": {
										"type": "string"
									}
								},
								"required": [
									"text",
									"start",
									"end",
									"confidence",
									"speaker"
								],
								"additionalProperties": false
							}
						},
						{
							"type": "null"
						}
					]
				},
				"confidence": {
					"description": "Overall confidence score for the transcription.",
					"type": [
						"number",
						"null"
					]
				},
				"language_code": {
					"description": "Detected or specified language code.",
					"type": [
						"string",
						"null"
					]
				},
				"language_confidence": {
					"description": "Confidence score for language detection.",
					"type": [
						"number",
						"null"
					]
				}
			},
			"required": [
				"text"
			],
			"additionalProperties": false
		}
	}
}